Author

Lihua Jing

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Conference Open access Sep 2026

IdentityMask: A Robust Face-Centric Privacy Protection Against Unauthorized Personalization of Diffusion Models

This work proposes IdentityMask, a robust protection framework that shifts the paradigm from arbitrary confusion to precise, targeted feature corruption, and consistently outperforms prior state-of-the-art approaches in both protection efficacy and robustness.

Wei-Wei Tan, Rui Wang, Lihua Jing et al. · Proceedings of the Thirty-Fi... · 0 citations

Conference Open access Aug 2026

Mitigating Backdoors via Decoy Shortcuts and Knowledge Decoupling

This work reveals that backdoor behaviors tend to be absorbed by a simpler parallel branch when jointly trained with the main network, and proposes Trapping and Removing (TR), a simple yet effective training-time defense that introduces a lightweight shortcut branch as a "honeypot" to trap backdoor knowledge.

Zixuan Zhu, Rui Wang, Lihua Jing et al. · Proceedings of the Thirty-Fi... · 0 citations